Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295719 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
CO (ppm) is highly overall correlated with Time (s) and 8 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 9 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 8 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 10 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Humidity (%r.h.) and 14 other fields | High correlation |
R5 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R6 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R7 (MOhm) is highly overall correlated with R1 (MOhm) and 12 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -98.14844307) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32195 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:18:58.345626 |
|---|---|
| Analysis finished | 2022-12-20 08:20:51.019064 |
| Duration | 1 minute and 52.67 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295719 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45457.824 |
| Minimum | 0 |
|---|---|
| Maximum | 90909.778 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4537.6472 |
| Q1 | 22727.738 |
| median | 45460.834 |
| Q3 | 68177.907 |
| 95-th percentile | 86361.607 |
| Maximum | 90909.778 |
| Range | 90909.778 |
| Interquartile range (IQR) | 45450.169 |
Descriptive statistics
| Standard deviation | 26242.178 |
|---|---|
| Coefficient of variation (CV) | 0.57728627 |
| Kurtosis | -1.1995741 |
| Mean | 45457.824 |
| Median Absolute Deviation (MAD) | 22725.154 |
| Skewness | -0.00041936424 |
| Sum | 1.3442742 × 1010 |
| Variance | 6.8865189 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60634.674 | 1 | < 0.1% |
| 60606.626 | 1 | < 0.1% |
| 60606.321 | 1 | < 0.1% |
| 60606.017 | 1 | < 0.1% |
| 60605.712 | 1 | < 0.1% |
| 60605.407 | 1 | < 0.1% |
| 60605.102 | 1 | < 0.1% |
| 60604.796 | 1 | < 0.1% |
| 60604.491 | 1 | < 0.1% |
| Other values (295709) | 295709 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.309 | 1 | |
| 0.618 | 1 | |
| 0.926 | 1 | |
| 1.234 | 1 | |
| 1.544 | 1 | |
| 1.854 | 1 | |
| 2.163 | 1 | |
| 2.472 | 1 | |
| 2.781 | 1 |
| Value | Count | Frequency (%) |
| 90909.778 | 1 | |
| 90909.469 | 1 | |
| 90909.162 | 1 | |
| 90908.853 | 1 | |
| 90908.545 | 1 | |
| 90908.236 | 1 | |
| 90907.927 | 1 | |
| 90907.62 | 1 | |
| 90907.31 | 1 | |
| 90907.003 | 1 |
| Distinct | 309 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9007864 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32195 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4292286 |
|---|---|
| Coefficient of variation (CV) | 0.64936545 |
| Kurtosis | -1.2336219 |
| Mean | 9.9007864 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0093122168 |
| Sum | 2927850.7 |
| Variance | 41.33498 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32195 | |
| 20 | 29316 | |
| 6.67 | 29281 | |
| 2.22 | 29268 | |
| 15.56 | 29260 | |
| 8.89 | 29248 | |
| 13.33 | 29215 | |
| 17.78 | 29214 | |
| 11.11 | 29214 | |
| 4.44 | 29207 | |
| Other values (299) | 301 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32195 | |
| 0.0622 | 1 | < 0.1% |
| 0.0889 | 1 | < 0.1% |
| 0.1576 | 1 | < 0.1% |
| 0.2131 | 1 | < 0.1% |
| 0.3289 | 1 | < 0.1% |
| 0.3441 | 1 | < 0.1% |
| 0.5333 | 1 | < 0.1% |
| 0.64 | 1 | < 0.1% |
| 0.8458 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29316 | |
| 19.8801 | 1 | < 0.1% |
| 19.7355 | 1 | < 0.1% |
| 19.6048 | 1 | < 0.1% |
| 19.4668 | 1 | < 0.1% |
| 19.203 | 1 | < 0.1% |
| 19.2 | 1 | < 0.1% |
| 19.1643 | 1 | < 0.1% |
| 18.8634 | 1 | < 0.1% |
| 18.5259 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 17262 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.966022 |
| Minimum | 17.5 |
|---|---|
| Maximum | 71.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 17.5 |
|---|---|
| 5-th percentile | 23.1 |
| Q1 | 36.17 |
| median | 46.67 |
| Q3 | 55.33 |
| 95-th percentile | 64.79 |
| Maximum | 71.96 |
| Range | 54.46 |
| Interquartile range (IQR) | 19.16 |
Descriptive statistics
| Standard deviation | 12.315889 |
|---|---|
| Coefficient of variation (CV) | 0.26793462 |
| Kurtosis | -0.73048547 |
| Mean | 45.966022 |
| Median Absolute Deviation (MAD) | 9.43 |
| Skewness | -0.20783257 |
| Sum | 13593026 |
| Variance | 151.68111 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22 | 3100 | 1.0% |
| 36.17 | 2865 | 1.0% |
| 30.73 | 2531 | 0.9% |
| 52.29 | 2268 | 0.8% |
| 52.81 | 2138 | 0.7% |
| 41.4 | 2109 | 0.7% |
| 22.55 | 1976 | 0.7% |
| 32.91 | 1864 | 0.6% |
| 48.69 | 1779 | 0.6% |
| 37.76 | 1713 | 0.6% |
| Other values (17252) | 273376 |
| Value | Count | Frequency (%) |
| 17.5 | 941 | |
| 17.5005 | 1 | < 0.1% |
| 17.5023 | 1 | < 0.1% |
| 17.5029 | 1 | < 0.1% |
| 17.5035 | 1 | < 0.1% |
| 17.5053 | 1 | < 0.1% |
| 17.5059 | 1 | < 0.1% |
| 17.5066 | 1 | < 0.1% |
| 17.5084 | 1 | < 0.1% |
| 17.509 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 71.96 | 172 | |
| 71.8843 | 1 | < 0.1% |
| 71.8842 | 1 | < 0.1% |
| 71.863 | 1 | < 0.1% |
| 71.8165 | 1 | < 0.1% |
| 71.7405 | 1 | < 0.1% |
| 71.7358 | 1 | < 0.1% |
| 71.7147 | 1 | < 0.1% |
| 71.6677 | 1 | < 0.1% |
| 71.5972 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 5625 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.476381 |
| Minimum | 23.7184 |
|---|---|
| Maximum | 26.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 23.7184 |
|---|---|
| 5-th percentile | 26.14 |
| Q1 | 26.3 |
| median | 26.46 |
| Q3 | 26.62 |
| 95-th percentile | 26.82 |
| Maximum | 26.94 |
| Range | 3.2216 |
| Interquartile range (IQR) | 0.32 |
Descriptive statistics
| Standard deviation | 0.21164737 |
|---|---|
| Coefficient of variation (CV) | 0.0079938179 |
| Kurtosis | -0.87060446 |
| Mean | 26.476381 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | 0.032809477 |
| Sum | 7829568.8 |
| Variance | 0.044794607 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.22 | 28561 | 9.7% |
| 26.38 | 25146 | 8.5% |
| 26.58 | 24406 | 8.3% |
| 26.46 | 21398 | 7.2% |
| 26.78 | 20200 | 6.8% |
| 26.54 | 18998 | 6.4% |
| 26.7 | 16359 | 5.5% |
| 26.62 | 16320 | 5.5% |
| 26.42 | 15343 | 5.2% |
| 26.14 | 13690 | 4.6% |
| Other values (5615) | 95298 |
| Value | Count | Frequency (%) |
| 23.7184 | 1 | < 0.1% |
| 26.06 | 86 | |
| 26.0616 | 1 | < 0.1% |
| 26.0642 | 1 | < 0.1% |
| 26.0648 | 1 | < 0.1% |
| 26.0659 | 1 | < 0.1% |
| 26.0664 | 1 | < 0.1% |
| 26.071 | 1 | < 0.1% |
| 26.0717 | 1 | < 0.1% |
| 26.072 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.94 | 175 | |
| 26.9386 | 1 | < 0.1% |
| 26.9376 | 1 | < 0.1% |
| 26.9374 | 1 | < 0.1% |
| 26.9372 | 1 | < 0.1% |
| 26.9361 | 1 | < 0.1% |
| 26.9351 | 1 | < 0.1% |
| 26.932 | 1 | < 0.1% |
| 26.9318 | 1 | < 0.1% |
| 26.9316 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11390 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94267 |
| Minimum | 0 |
|---|---|
| Maximum | 275.1803 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.751 |
| Q1 | 239.8958 |
| median | 239.9729 |
| Q3 | 240.0462 |
| 95-th percentile | 240.183 |
| Maximum | 275.1803 |
| Range | 275.1803 |
| Interquartile range (IQR) | 0.1504 |
Descriptive statistics
| Standard deviation | 1.9474977 |
|---|---|
| Coefficient of variation (CV) | 0.0081165127 |
| Kurtosis | 11118.611 |
| Mean | 239.94267 |
| Median Absolute Deviation (MAD) | 0.0751 |
| Skewness | -98.148443 |
| Sum | 70955606 |
| Variance | 3.7927473 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.962 | 145 | < 0.1% |
| 239.9802 | 144 | < 0.1% |
| 240.0029 | 142 | < 0.1% |
| 239.9577 | 141 | < 0.1% |
| 239.9533 | 134 | < 0.1% |
| 239.9688 | 134 | < 0.1% |
| 239.9815 | 134 | < 0.1% |
| 239.9846 | 134 | < 0.1% |
| 239.9645 | 133 | < 0.1% |
| 239.9667 | 133 | < 0.1% |
| Other values (11380) | 294345 |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 0.1032 | 1 | < 0.1% |
| 0.252 | 1 | < 0.1% |
| 0.4003 | 1 | < 0.1% |
| 30.9756 | 1 | < 0.1% |
| 34.7289 | 1 | < 0.1% |
| 46.5131 | 1 | < 0.1% |
| 92.5243 | 1 | < 0.1% |
| 103.1225 | 1 | < 0.1% |
| 108.9746 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 275.1803 | 1 | |
| 266.0523 | 1 | |
| 263.865 | 1 | |
| 263.2245 | 1 | |
| 260.0188 | 1 | |
| 259.6322 | 1 | |
| 258.3716 | 1 | |
| 255.6549 | 1 | |
| 255.469 | 1 | |
| 254.8473 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1721 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35529264 |
| Minimum | 0.199 |
|---|---|
| Maximum | 0.901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.199 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.207 |
| 95-th percentile | 0.899 |
| Maximum | 0.901 |
| Range | 0.702 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.28866321 |
|---|---|
| Coefficient of variation (CV) | 0.81246606 |
| Kurtosis | -0.20685723 |
| Mean | 0.35529264 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3367007 |
| Sum | 105066.78 |
| Variance | 0.083326448 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 163234 | |
| 0.899 | 26996 | 9.1% |
| 0.201 | 9503 | 3.2% |
| 0.898 | 5233 | 1.8% |
| 0.202 | 2888 | 1.0% |
| 0.2006 | 2641 | 0.9% |
| 0.2002 | 2637 | 0.9% |
| 0.2003 | 2589 | 0.9% |
| 0.2004 | 2588 | 0.9% |
| 0.2007 | 2584 | 0.9% |
| Other values (1711) | 74826 |
| Value | Count | Frequency (%) |
| 0.199 | 758 | |
| 0.1991 | 1106 | |
| 0.1992 | 1025 | |
| 0.1993 | 1066 | |
| 0.1994 | 1095 | |
| 0.1995 | 1045 | |
| 0.1996 | 1007 | |
| 0.1997 | 1080 | |
| 0.1998 | 1043 | |
| 0.1999 | 1020 |
| Value | Count | Frequency (%) |
| 0.901 | 2 | < 0.1% |
| 0.9009 | 3 | < 0.1% |
| 0.9008 | 2 | < 0.1% |
| 0.9007 | 2 | < 0.1% |
| 0.9006 | 3 | < 0.1% |
| 0.9005 | 4 | < 0.1% |
| 0.9004 | 2 | < 0.1% |
| 0.9002 | 2 | < 0.1% |
| 0.9001 | 1 | < 0.1% |
| 0.9 | 2515 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8524 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.962249 |
| Minimum | 0.0315 |
|---|---|
| Maximum | 113.4868 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0315 |
|---|---|
| 5-th percentile | 0.0781 |
| Q1 | 0.4048 |
| median | 1.6441 |
| Q3 | 25.1595 |
| 95-th percentile | 65.4927 |
| Maximum | 113.4868 |
| Range | 113.4553 |
| Interquartile range (IQR) | 24.7547 |
Descriptive statistics
| Standard deviation | 22.368187 |
|---|---|
| Coefficient of variation (CV) | 1.4949749 |
| Kurtosis | 1.0716995 |
| Mean | 14.962249 |
| Median Absolute Deviation (MAD) | 1.5622 |
| Skewness | 1.4854498 |
| Sum | 4424621.4 |
| Variance | 500.3358 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0943 | 709 | 0.2% |
| 68.5571 | 696 | 0.2% |
| 69.1448 | 687 | 0.2% |
| 68.0747 | 677 | 0.2% |
| 0.094 | 665 | 0.2% |
| 0.0936 | 663 | 0.2% |
| 0.0946 | 657 | 0.2% |
| 0.0944 | 651 | 0.2% |
| 0.0948 | 648 | 0.2% |
| 67.0368 | 646 | 0.2% |
| Other values (8514) | 289020 |
| Value | Count | Frequency (%) |
| 0.0315 | 1 | < 0.1% |
| 0.0322 | 1 | < 0.1% |
| 0.0325 | 1 | < 0.1% |
| 0.0326 | 1 | < 0.1% |
| 0.0327 | 1 | < 0.1% |
| 0.0328 | 1 | < 0.1% |
| 0.0329 | 6 | |
| 0.0331 | 1 | < 0.1% |
| 0.0333 | 2 | < 0.1% |
| 0.0334 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 113.4868 | 1 | < 0.1% |
| 111.9292 | 3 | < 0.1% |
| 110.6632 | 1 | < 0.1% |
| 109.181 | 4 | < 0.1% |
| 107.9756 | 9 | < 0.1% |
| 106.5634 | 12 | < 0.1% |
| 105.4143 | 29 | |
| 104.0673 | 18 | |
| 102.9706 | 28 | |
| 101.6844 | 38 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8257 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.396103 |
| Minimum | 0.056 |
|---|---|
| Maximum | 154.629 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.056 |
|---|---|
| 5-th percentile | 0.1393 |
| Q1 | 0.4841 |
| median | 1.3561 |
| Q3 | 28.8601 |
| 95-th percentile | 76.9383 |
| Maximum | 154.629 |
| Range | 154.573 |
| Interquartile range (IQR) | 28.376 |
Descriptive statistics
| Standard deviation | 26.648398 |
|---|---|
| Coefficient of variation (CV) | 1.5318602 |
| Kurtosis | 0.52237417 |
| Mean | 17.396103 |
| Median Absolute Deviation (MAD) | 1.2148 |
| Skewness | 1.3960421 |
| Sum | 5144358.1 |
| Variance | 710.13712 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79.0683 | 1057 | 0.4% |
| 75.6194 | 1033 | 0.3% |
| 78.3034 | 1009 | 0.3% |
| 74.3444 | 1000 | 0.3% |
| 76.9383 | 996 | 0.3% |
| 75.0345 | 993 | 0.3% |
| 77.677 | 985 | 0.3% |
| 80.5097 | 984 | 0.3% |
| 79.7171 | 983 | 0.3% |
| 76.3332 | 970 | 0.3% |
| Other values (8247) | 285709 |
| Value | Count | Frequency (%) |
| 0.056 | 1 | |
| 0.0564 | 1 | |
| 0.0567 | 1 | |
| 0.057 | 1 | |
| 0.0573 | 1 | |
| 0.0574 | 1 | |
| 0.0576 | 1 | |
| 0.0579 | 1 | |
| 0.0581 | 1 | |
| 0.0587 | 1 |
| Value | Count | Frequency (%) |
| 154.629 | 1 | < 0.1% |
| 142.5199 | 1 | < 0.1% |
| 140.0805 | 1 | < 0.1% |
| 122.8846 | 1 | < 0.1% |
| 119.5851 | 2 | < 0.1% |
| 116.4568 | 2 | < 0.1% |
| 114.818 | 3 | < 0.1% |
| 113.4868 | 2 | < 0.1% |
| 111.9292 | 7 | |
| 110.6632 | 13 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8241 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.23308 |
| Minimum | 0.054 |
|---|---|
| Maximum | 182.3433 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.054 |
|---|---|
| 5-th percentile | 0.1121 |
| Q1 | 0.5863 |
| median | 4.0554 |
| Q3 | 45.0994 |
| 95-th percentile | 81.51 |
| Maximum | 182.3433 |
| Range | 182.2893 |
| Interquartile range (IQR) | 44.5131 |
Descriptive statistics
| Standard deviation | 28.695365 |
|---|---|
| Coefficient of variation (CV) | 1.2906608 |
| Kurtosis | -0.31676391 |
| Mean | 22.23308 |
| Median Absolute Deviation (MAD) | 3.9416 |
| Skewness | 1.0494963 |
| Sum | 6574744.1 |
| Variance | 823.424 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 81.51 | 1130 | 0.4% |
| 83.0507 | 1128 | 0.4% |
| 85.3974 | 1109 | 0.4% |
| 83.7703 | 1073 | 0.4% |
| 84.6501 | 1072 | 0.4% |
| 82.2033 | 1066 | 0.4% |
| 80.6932 | 1065 | 0.4% |
| 80.0247 | 1021 | 0.3% |
| 78.592 | 993 | 0.3% |
| 79.2369 | 981 | 0.3% |
| Other values (8231) | 285081 |
| Value | Count | Frequency (%) |
| 0.054 | 1 | |
| 0.0563 | 2 | |
| 0.0564 | 1 | |
| 0.0566 | 1 | |
| 0.057 | 1 | |
| 0.0572 | 1 | |
| 0.0573 | 1 | |
| 0.0574 | 1 | |
| 0.0576 | 1 | |
| 0.0578 | 1 |
| Value | Count | Frequency (%) |
| 182.3433 | 1 | < 0.1% |
| 165.1174 | 1 | < 0.1% |
| 156.6533 | 1 | < 0.1% |
| 151.3177 | 1 | < 0.1% |
| 129.2732 | 1 | < 0.1% |
| 123.6951 | 1 | < 0.1% |
| 114.1263 | 2 | < 0.1% |
| 112.8031 | 6 | < 0.1% |
| 111.2549 | 10 | < 0.1% |
| 109.9965 | 30 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7567 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.42967 |
| Minimum | 0.0402 |
|---|---|
| Maximum | 91.8226 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0402 |
|---|---|
| 5-th percentile | 0.1021 |
| Q1 | 2.0683 |
| median | 18.5796 |
| Q3 | 29.2098 |
| 95-th percentile | 44.9368 |
| Maximum | 91.8226 |
| Range | 91.7824 |
| Interquartile range (IQR) | 27.1415 |
Descriptive statistics
| Standard deviation | 15.210454 |
|---|---|
| Coefficient of variation (CV) | 0.8253243 |
| Kurtosis | -0.5933302 |
| Mean | 18.42967 |
| Median Absolute Deviation (MAD) | 13.0255 |
| Skewness | 0.43109156 |
| Sum | 5450003.6 |
| Variance | 231.35792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28.4002 | 791 | 0.3% |
| 28.8515 | 783 | 0.3% |
| 29.4463 | 774 | 0.3% |
| 29.9306 | 774 | 0.3% |
| 27.8649 | 770 | 0.3% |
| 29.2098 | 769 | 0.3% |
| 28.9769 | 765 | 0.3% |
| 28.7477 | 764 | 0.3% |
| 33.1964 | 761 | 0.3% |
| 27.1253 | 761 | 0.3% |
| Other values (7557) | 288007 |
| Value | Count | Frequency (%) |
| 0.0402 | 1 | < 0.1% |
| 0.0404 | 1 | < 0.1% |
| 0.0411 | 1 | < 0.1% |
| 0.0413 | 3 | |
| 0.0415 | 1 | < 0.1% |
| 0.0418 | 1 | < 0.1% |
| 0.0419 | 3 | |
| 0.042 | 3 | |
| 0.0421 | 3 | |
| 0.0422 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 91.8226 | 1 | < 0.1% |
| 75.3221 | 2 | < 0.1% |
| 74.5089 | 1 | < 0.1% |
| 73.8444 | 4 | < 0.1% |
| 73.0622 | 3 | < 0.1% |
| 72.4229 | 10 | |
| 71.6701 | 8 | < 0.1% |
| 71.0545 | 24 | |
| 70.3295 | 24 | |
| 69.7363 | 24 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7913 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.054371 |
| Minimum | 0.0489 |
|---|---|
| Maximum | 124.1949 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0489 |
|---|---|
| 5-th percentile | 0.1151 |
| Q1 | 1.7852 |
| median | 32.317 |
| Q3 | 50.562 |
| 95-th percentile | 76.7838 |
| Maximum | 124.1949 |
| Range | 124.146 |
| Interquartile range (IQR) | 48.7768 |
Descriptive statistics
| Standard deviation | 26.675759 |
|---|---|
| Coefficient of variation (CV) | 0.85900175 |
| Kurtosis | -0.96821217 |
| Mean | 31.054371 |
| Median Absolute Deviation (MAD) | 24.8857 |
| Skewness | 0.35223479 |
| Sum | 9183367.7 |
| Variance | 711.59613 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48.3116 | 1295 | 0.4% |
| 46.7486 | 1288 | 0.4% |
| 47.7793 | 1284 | 0.4% |
| 45.7605 | 1274 | 0.4% |
| 48.6068 | 1270 | 0.4% |
| 47.2584 | 1253 | 0.4% |
| 49.9804 | 1248 | 0.4% |
| 47.0253 | 1248 | 0.4% |
| 48.8555 | 1247 | 0.4% |
| 48.0682 | 1231 | 0.4% |
| Other values (7903) | 283081 |
| Value | Count | Frequency (%) |
| 0.0489 | 1 | < 0.1% |
| 0.0492 | 1 | < 0.1% |
| 0.0497 | 1 | < 0.1% |
| 0.0499 | 1 | < 0.1% |
| 0.05 | 2 | |
| 0.0502 | 1 | < 0.1% |
| 0.0507 | 1 | < 0.1% |
| 0.0508 | 1 | < 0.1% |
| 0.051 | 1 | < 0.1% |
| 0.0513 | 3 |
| Value | Count | Frequency (%) |
| 124.1949 | 1 | < 0.1% |
| 122.6378 | 2 | < 0.1% |
| 120.8197 | 10 | < 0.1% |
| 119.345 | 12 | < 0.1% |
| 117.6218 | 6 | < 0.1% |
| 116.223 | 12 | < 0.1% |
| 114.5874 | 14 | |
| 113.2589 | 14 | |
| 111.7044 | 29 | |
| 110.441 | 34 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7861 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.773424 |
| Minimum | 0.0485 |
|---|---|
| Maximum | 138.2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0485 |
|---|---|
| 5-th percentile | 0.1244 |
| Q1 | 1.5828 |
| median | 22.9903 |
| Q3 | 49.6055 |
| 95-th percentile | 78.4368 |
| Maximum | 138.2019 |
| Range | 138.1534 |
| Interquartile range (IQR) | 48.0227 |
Descriptive statistics
| Standard deviation | 27.238787 |
|---|---|
| Coefficient of variation (CV) | 0.9466648 |
| Kurtosis | -0.86195025 |
| Mean | 28.773424 |
| Median Absolute Deviation (MAD) | 22.8494 |
| Skewness | 0.55940405 |
| Sum | 8508848 |
| Variance | 741.95154 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.6055 | 1162 | 0.4% |
| 79.9474 | 1150 | 0.4% |
| 77.6364 | 1138 | 0.4% |
| 47.8646 | 1133 | 0.4% |
| 47.3106 | 1120 | 0.4% |
| 48.4314 | 1120 | 0.4% |
| 50.2138 | 1118 | 0.4% |
| 45.9557 | 1110 | 0.4% |
| 78.4368 | 1107 | 0.4% |
| 50.4951 | 1106 | 0.4% |
| Other values (7851) | 284455 |
| Value | Count | Frequency (%) |
| 0.0485 | 1 | |
| 0.0486 | 1 | |
| 0.0497 | 1 | |
| 0.0508 | 1 | |
| 0.0509 | 1 | |
| 0.0513 | 1 | |
| 0.0516 | 1 | |
| 0.0521 | 1 | |
| 0.0524 | 2 | |
| 0.0526 | 1 |
| Value | Count | Frequency (%) |
| 138.2019 | 1 | < 0.1% |
| 120.179 | 2 | < 0.1% |
| 118.6302 | 1 | < 0.1% |
| 116.8232 | 4 | < 0.1% |
| 115.3585 | 5 | < 0.1% |
| 113.6483 | 6 | < 0.1% |
| 112.2611 | 23 | < 0.1% |
| 110.6402 | 28 | |
| 109.3244 | 49 | |
| 107.7859 | 69 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7820 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.675358 |
| Minimum | 0.0534 |
|---|---|
| Maximum | 151.012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0534 |
|---|---|
| 5-th percentile | 0.1222 |
| Q1 | 1.8844 |
| median | 31.4054 |
| Q3 | 52.4174 |
| 95-th percentile | 79.8631 |
| Maximum | 151.012 |
| Range | 150.9586 |
| Interquartile range (IQR) | 50.533 |
Descriptive statistics
| Standard deviation | 27.594177 |
|---|---|
| Coefficient of variation (CV) | 0.87115595 |
| Kurtosis | -1.0184431 |
| Mean | 31.675358 |
| Median Absolute Deviation (MAD) | 25.7186 |
| Skewness | 0.3730344 |
| Sum | 9367005.3 |
| Variance | 761.43859 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.2568 | 1313 | 0.4% |
| 49.4202 | 1304 | 0.4% |
| 50.8483 | 1294 | 0.4% |
| 48.8606 | 1279 | 0.4% |
| 48.3134 | 1279 | 0.4% |
| 52.7077 | 1260 | 0.4% |
| 49.6787 | 1259 | 0.4% |
| 49.1134 | 1243 | 0.4% |
| 51.1767 | 1238 | 0.4% |
| 51.7898 | 1237 | 0.4% |
| Other values (7810) | 283013 |
| Value | Count | Frequency (%) |
| 0.0534 | 1 | < 0.1% |
| 0.0535 | 2 | |
| 0.0536 | 1 | < 0.1% |
| 0.0538 | 4 | |
| 0.0539 | 1 | < 0.1% |
| 0.054 | 1 | < 0.1% |
| 0.0541 | 2 | |
| 0.0543 | 1 | < 0.1% |
| 0.0545 | 2 | |
| 0.0547 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 151.012 | 1 | < 0.1% |
| 116.9118 | 1 | < 0.1% |
| 115.5214 | 3 | < 0.1% |
| 113.8957 | 3 | < 0.1% |
| 112.5752 | 9 | < 0.1% |
| 111.0301 | 32 | < 0.1% |
| 109.7743 | 51 | |
| 108.304 | 78 | |
| 107.1083 | 95 | |
| 105.7075 | 116 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6283 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.705773 |
| Minimum | 0.033 |
|---|---|
| Maximum | 102.8265 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.033 |
|---|---|
| 5-th percentile | 0.0992 |
| Q1 | 11.2915 |
| median | 25.8081 |
| Q3 | 39.0413 |
| 95-th percentile | 57.2171 |
| Maximum | 102.8265 |
| Range | 102.7935 |
| Interquartile range (IQR) | 27.7498 |
Descriptive statistics
| Standard deviation | 18.65203 |
|---|---|
| Coefficient of variation (CV) | 0.72559692 |
| Kurtosis | -0.82269483 |
| Mean | 25.705773 |
| Median Absolute Deviation (MAD) | 13.4085 |
| Skewness | 0.13815236 |
| Sum | 7601685.5 |
| Variance | 347.89821 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1002 | 1016 | 0.3% |
| 43.2879 | 1001 | 0.3% |
| 42.823 | 992 | 0.3% |
| 43.982 | 990 | 0.3% |
| 41.6828 | 990 | 0.3% |
| 44.4719 | 978 | 0.3% |
| 42.5736 | 974 | 0.3% |
| 43.0331 | 972 | 0.3% |
| 38.833 | 971 | 0.3% |
| 0.1 | 964 | 0.3% |
| Other values (6273) | 285871 |
| Value | Count | Frequency (%) |
| 0.033 | 1 | < 0.1% |
| 0.0333 | 1 | < 0.1% |
| 0.0338 | 3 | |
| 0.0339 | 1 | < 0.1% |
| 0.0344 | 1 | < 0.1% |
| 0.0345 | 1 | < 0.1% |
| 0.0347 | 2 | |
| 0.0348 | 3 | |
| 0.0349 | 2 | |
| 0.035 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 102.8265 | 1 | < 0.1% |
| 94.5965 | 1 | < 0.1% |
| 89.3217 | 1 | < 0.1% |
| 87.4055 | 2 | < 0.1% |
| 84.7592 | 2 | < 0.1% |
| 83.8072 | 8 | |
| 83.03 | 3 | < 0.1% |
| 82.1159 | 3 | < 0.1% |
| 81.3692 | 10 | |
| 80.4907 | 9 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6218 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.29542 |
| Minimum | 0.0292 |
|---|---|
| Maximum | 84.9877 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0292 |
|---|---|
| 5-th percentile | 0.0967 |
| Q1 | 8.3757 |
| median | 20.6641 |
| Q3 | 32.7781 |
| 95-th percentile | 49.053 |
| Maximum | 84.9877 |
| Range | 84.9585 |
| Interquartile range (IQR) | 24.4024 |
Descriptive statistics
| Standard deviation | 16.050916 |
|---|---|
| Coefficient of variation (CV) | 0.75372618 |
| Kurtosis | -0.73337717 |
| Mean | 21.29542 |
| Median Absolute Deviation (MAD) | 12.114 |
| Skewness | 0.27707091 |
| Sum | 6297460.3 |
| Variance | 257.63189 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0971 | 2899 | 1.0% |
| 0.0972 | 2792 | 0.9% |
| 0.0973 | 2702 | 0.9% |
| 0.097 | 2549 | 0.9% |
| 0.0975 | 2508 | 0.8% |
| 0.0976 | 2417 | 0.8% |
| 0.0977 | 2286 | 0.8% |
| 0.0968 | 2282 | 0.8% |
| 0.0967 | 1967 | 0.7% |
| 0.0966 | 1936 | 0.7% |
| Other values (6208) | 271381 |
| Value | Count | Frequency (%) |
| 0.0292 | 1 | < 0.1% |
| 0.0294 | 1 | < 0.1% |
| 0.0296 | 1 | < 0.1% |
| 0.0297 | 1 | < 0.1% |
| 0.0299 | 4 | |
| 0.0301 | 1 | < 0.1% |
| 0.0302 | 3 | |
| 0.0304 | 5 | |
| 0.0306 | 4 | |
| 0.0307 | 3 |
| Value | Count | Frequency (%) |
| 84.9877 | 1 | < 0.1% |
| 74.4511 | 1 | < 0.1% |
| 70.1491 | 2 | < 0.1% |
| 69.5143 | 7 | < 0.1% |
| 68.9939 | 5 | < 0.1% |
| 68.3795 | 5 | < 0.1% |
| 67.8757 | 10 | < 0.1% |
| 67.2807 | 17 | |
| 66.7926 | 20 | |
| 66.2161 | 30 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6458 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.224047 |
| Minimum | 0.0366 |
|---|---|
| Maximum | 134.999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0366 |
|---|---|
| 5-th percentile | 0.1175 |
| Q1 | 7.4485 |
| median | 23.1211 |
| Q3 | 39.3194 |
| 95-th percentile | 61.9071 |
| Maximum | 134.999 |
| Range | 134.9624 |
| Interquartile range (IQR) | 31.8709 |
Descriptive statistics
| Standard deviation | 20.22483 |
|---|---|
| Coefficient of variation (CV) | 0.80180751 |
| Kurtosis | -0.69493906 |
| Mean | 25.224047 |
| Median Absolute Deviation (MAD) | 16.0349 |
| Skewness | 0.43444643 |
| Sum | 7459230 |
| Variance | 409.04376 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1193 | 1934 | 0.7% |
| 0.1195 | 1891 | 0.6% |
| 0.1194 | 1867 | 0.6% |
| 0.119 | 1845 | 0.6% |
| 0.1191 | 1834 | 0.6% |
| 0.1197 | 1763 | 0.6% |
| 0.1198 | 1666 | 0.6% |
| 0.1188 | 1659 | 0.6% |
| 0.1199 | 1584 | 0.5% |
| 0.1187 | 1505 | 0.5% |
| Other values (6448) | 278171 |
| Value | Count | Frequency (%) |
| 0.0366 | 1 | < 0.1% |
| 0.0368 | 3 | |
| 0.0372 | 2 | |
| 0.0373 | 1 | < 0.1% |
| 0.0374 | 2 | |
| 0.0375 | 1 | < 0.1% |
| 0.0379 | 2 | |
| 0.0384 | 1 | < 0.1% |
| 0.0385 | 1 | < 0.1% |
| 0.0386 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 134.999 | 1 | < 0.1% |
| 114.1263 | 1 | < 0.1% |
| 104.7792 | 1 | < 0.1% |
| 93.6563 | 1 | < 0.1% |
| 90.6767 | 3 | < 0.1% |
| 89.8357 | 3 | < 0.1% |
| 88.8467 | 8 | |
| 88.0388 | 7 | |
| 87.0883 | 8 | |
| 86.3116 | 6 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6192 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.087685 |
| Minimum | 0.031 |
|---|---|
| Maximum | 108.8521 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.031 |
|---|---|
| 5-th percentile | 0.1075 |
| Q1 | 10.2553 |
| median | 26.8533 |
| Q3 | 41.3344 |
| 95-th percentile | 62.0947 |
| Maximum | 108.8521 |
| Range | 108.8211 |
| Interquartile range (IQR) | 31.0791 |
Descriptive statistics
| Standard deviation | 20.191156 |
|---|---|
| Coefficient of variation (CV) | 0.74539985 |
| Kurtosis | -0.81259195 |
| Mean | 27.087685 |
| Median Absolute Deviation (MAD) | 14.8818 |
| Skewness | 0.218311 |
| Sum | 8010343 |
| Variance | 407.68279 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1084 | 3013 | 1.0% |
| 0.1085 | 2986 | 1.0% |
| 0.1082 | 2978 | 1.0% |
| 0.1081 | 2704 | 0.9% |
| 0.1086 | 2586 | 0.9% |
| 0.108 | 2452 | 0.8% |
| 0.1078 | 2387 | 0.8% |
| 0.1077 | 2006 | 0.7% |
| 0.1088 | 1901 | 0.6% |
| 0.1075 | 1708 | 0.6% |
| Other values (6182) | 270998 |
| Value | Count | Frequency (%) |
| 0.031 | 1 | < 0.1% |
| 0.0315 | 1 | < 0.1% |
| 0.0316 | 2 | |
| 0.0317 | 2 | |
| 0.0319 | 2 | |
| 0.032 | 3 | |
| 0.0321 | 1 | < 0.1% |
| 0.0325 | 2 | |
| 0.0326 | 2 | |
| 0.0327 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 108.8521 | 1 | < 0.1% |
| 96.936 | 1 | < 0.1% |
| 88.3056 | 1 | < 0.1% |
| 87.3522 | 1 | < 0.1% |
| 86.5731 | 8 | < 0.1% |
| 85.6562 | 14 | |
| 84.9067 | 29 | |
| 84.0241 | 34 | |
| 83.3024 | 34 | |
| 82.4524 | 32 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6281 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.833538 |
| Minimum | 0.0327 |
|---|---|
| Maximum | 90.2894 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0327 |
|---|---|
| 5-th percentile | 0.1071 |
| Q1 | 9.3847 |
| median | 24.903 |
| Q3 | 38.1166 |
| 95-th percentile | 54.7785 |
| Maximum | 90.2894 |
| Range | 90.2567 |
| Interquartile range (IQR) | 28.7319 |
Descriptive statistics
| Standard deviation | 18.278996 |
|---|---|
| Coefficient of variation (CV) | 0.73606088 |
| Kurtosis | -0.76863944 |
| Mean | 24.833538 |
| Median Absolute Deviation (MAD) | 13.7434 |
| Skewness | 0.17860848 |
| Sum | 7343749 |
| Variance | 334.12168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1082 | 1312 | 0.4% |
| 0.1084 | 1310 | 0.4% |
| 0.1086 | 1229 | 0.4% |
| 0.1083 | 1216 | 0.4% |
| 0.108 | 1214 | 0.4% |
| 0.1087 | 1160 | 0.4% |
| 0.1088 | 1156 | 0.4% |
| 0.1091 | 1096 | 0.4% |
| 0.1079 | 1084 | 0.4% |
| 0.1093 | 1067 | 0.4% |
| Other values (6271) | 283875 |
| Value | Count | Frequency (%) |
| 0.0327 | 1 | < 0.1% |
| 0.033 | 2 | |
| 0.0331 | 1 | < 0.1% |
| 0.0335 | 2 | |
| 0.0336 | 1 | < 0.1% |
| 0.0337 | 3 | |
| 0.0338 | 3 | |
| 0.034 | 4 | |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 3 |
| Value | Count | Frequency (%) |
| 90.2894 | 1 | < 0.1% |
| 84.1934 | 1 | < 0.1% |
| 83.4702 | 8 | < 0.1% |
| 82.6184 | 14 | < 0.1% |
| 81.9217 | 15 | < 0.1% |
| 81.1007 | 21 | < 0.1% |
| 80.4289 | 30 | |
| 79.6371 | 45 | |
| 78.9889 | 39 | |
| 78.2247 | 59 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6361 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.742677 |
| Minimum | 0.033 |
|---|---|
| Maximum | 75.4135 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.033 |
|---|---|
| 5-th percentile | 0.1003 |
| Q1 | 7.5149 |
| median | 20.6614 |
| Q3 | 33.3976 |
| 95-th percentile | 51.5801 |
| Maximum | 75.4135 |
| Range | 75.3805 |
| Interquartile range (IQR) | 25.8827 |
Descriptive statistics
| Standard deviation | 16.783496 |
|---|---|
| Coefficient of variation (CV) | 0.77191489 |
| Kurtosis | -0.65978483 |
| Mean | 21.742677 |
| Median Absolute Deviation (MAD) | 12.8567 |
| Skewness | 0.35484716 |
| Sum | 6429722.6 |
| Variance | 281.68574 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1022 | 1235 | 0.4% |
| 0.1021 | 1184 | 0.4% |
| 0.1019 | 1166 | 0.4% |
| 0.1025 | 1141 | 0.4% |
| 0.1018 | 1138 | 0.4% |
| 0.1027 | 1128 | 0.4% |
| 0.1023 | 1125 | 0.4% |
| 0.1017 | 1104 | 0.4% |
| 0.1026 | 1043 | 0.4% |
| 0.1029 | 1041 | 0.4% |
| Other values (6351) | 284414 |
| Value | Count | Frequency (%) |
| 0.033 | 1 | < 0.1% |
| 0.0342 | 2 | |
| 0.0343 | 2 | |
| 0.0344 | 2 | |
| 0.0345 | 2 | |
| 0.0346 | 2 | |
| 0.0348 | 3 | |
| 0.0349 | 1 | < 0.1% |
| 0.035 | 1 | < 0.1% |
| 0.0352 | 2 |
| Value | Count | Frequency (%) |
| 75.4135 | 1 | < 0.1% |
| 74.7083 | 1 | < 0.1% |
| 74.1305 | 3 | < 0.1% |
| 73.4487 | 3 | < 0.1% |
| 72.8899 | 4 | < 0.1% |
| 72.2303 | 13 | < 0.1% |
| 71.6896 | 11 | < 0.1% |
| 71.0511 | 20 | |
| 70.5276 | 26 | |
| 69.9094 | 33 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6193 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.978418 |
| Minimum | 0.0314 |
|---|---|
| Maximum | 108.6633 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0314 |
|---|---|
| 5-th percentile | 0.1064 |
| Q1 | 9.4998 |
| median | 26.2795 |
| Q3 | 43.4362 |
| 95-th percentile | 66.8445 |
| Maximum | 108.6633 |
| Range | 108.6319 |
| Interquartile range (IQR) | 33.9364 |
Descriptive statistics
| Standard deviation | 21.642733 |
|---|---|
| Coefficient of variation (CV) | 0.77355098 |
| Kurtosis | -0.88103446 |
| Mean | 27.978418 |
| Median Absolute Deviation (MAD) | 16.9736 |
| Skewness | 0.30567895 |
| Sum | 8273749.8 |
| Variance | 468.40788 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1072 | 2628 | 0.9% |
| 0.1074 | 2578 | 0.9% |
| 0.1071 | 2480 | 0.8% |
| 0.107 | 2313 | 0.8% |
| 0.1075 | 2296 | 0.8% |
| 0.1078 | 2260 | 0.8% |
| 0.1077 | 2200 | 0.7% |
| 0.1079 | 2168 | 0.7% |
| 0.1069 | 2128 | 0.7% |
| 0.1067 | 2119 | 0.7% |
| Other values (6183) | 272549 |
| Value | Count | Frequency (%) |
| 0.0314 | 1 | < 0.1% |
| 0.0319 | 1 | < 0.1% |
| 0.032 | 1 | < 0.1% |
| 0.0324 | 2 | < 0.1% |
| 0.0325 | 1 | < 0.1% |
| 0.0326 | 1 | < 0.1% |
| 0.0327 | 3 | < 0.1% |
| 0.0328 | 5 | |
| 0.0329 | 1 | < 0.1% |
| 0.033 | 8 |
| Value | Count | Frequency (%) |
| 108.6633 | 1 | < 0.1% |
| 86.9716 | 1 | < 0.1% |
| 85.2654 | 4 | < 0.1% |
| 84.3623 | 2 | < 0.1% |
| 83.6241 | 7 | < 0.1% |
| 82.7549 | 15 | < 0.1% |
| 82.0441 | 26 | < 0.1% |
| 81.2069 | 35 | < 0.1% |
| 80.522 | 67 | |
| 79.7151 | 90 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 49.7534 | 23.7184 | 233.2737 | 0.8993 | 0.2231 | 0.6365 | 1.1493 | 0.8483 | 1.2534 | 1.4449 | 1.9906 | 1.3303 | 1.4480 | 1.9148 | 3.4651 | 5.2144 | 6.5806 | 8.6385 |
| 1 | 0.309 | 0.0 | 55.8400 | 26.6200 | 241.6323 | 0.2112 | 2.1314 | 5.3552 | 9.7569 | 6.3188 | 9.4472 | 10.5769 | 13.6317 | 21.9829 | 16.1902 | 24.2780 | 31.1014 | 34.7193 | 31.7505 | 41.9167 |
| 2 | 0.618 | 0.0 | 55.8400 | 26.6200 | 241.3888 | 0.2070 | 10.5318 | 22.5612 | 37.2635 | 17.7848 | 33.0704 | 36.3160 | 42.5746 | 49.7495 | 31.7533 | 57.7289 | 53.6275 | 56.9212 | 47.8255 | 62.9436 |
| 3 | 0.926 | 0.0 | 55.8400 | 26.6200 | 241.1461 | 0.2042 | 29.5749 | 49.5111 | 65.6318 | 26.1447 | 58.3847 | 67.5130 | 68.0064 | 59.2824 | 36.7821 | 66.0832 | 66.8349 | 66.9695 | 50.3730 | 64.8363 |
| 4 | 1.234 | 0.0 | 55.8400 | 26.6200 | 240.9121 | 0.2030 | 49.5111 | 67.0368 | 77.8317 | 27.9625 | 71.7732 | 79.9474 | 79.8631 | 62.5385 | 39.6271 | 68.1441 | 62.0947 | 49.4614 | 52.8453 | 66.8445 |
| 5 | 1.544 | 0.0 | 55.8400 | 26.6200 | 240.8361 | 0.2020 | 60.1083 | 74.3444 | 81.5100 | 29.7970 | 72.9643 | 83.1477 | 80.5302 | 58.0412 | 39.2482 | 65.0981 | 67.8697 | 63.5316 | 50.3730 | 63.3641 |
| 6 | 1.854 | 0.0 | 55.8400 | 26.6200 | 240.7602 | 0.2010 | 64.1020 | 74.3444 | 76.4748 | 28.1797 | 72.4181 | 78.4368 | 79.0768 | 59.7614 | 40.4067 | 64.1416 | 61.6173 | 60.5007 | 50.6424 | 66.2847 |
| 7 | 2.163 | 0.0 | 55.8400 | 26.6200 | 240.6845 | 0.2009 | 62.6869 | 71.3877 | 73.8965 | 27.6523 | 64.4007 | 69.7912 | 72.5239 | 55.6363 | 39.6271 | 62.7987 | 65.8307 | 56.5195 | 50.3730 | 64.3090 |
| 8 | 2.472 | 0.0 | 55.8400 | 26.6200 | 240.6624 | 0.2009 | 54.8336 | 67.0368 | 69.2228 | 27.4429 | 64.9211 | 63.9055 | 63.5872 | 54.0730 | 40.5881 | 64.1416 | 63.9090 | 53.0811 | 48.9146 | 63.3641 |
| 9 | 2.781 | 0.0 | 55.8400 | 26.6200 | 240.6519 | 0.2003 | 51.2600 | 64.5303 | 61.4312 | 25.6881 | 54.7235 | 57.2118 | 59.6255 | 55.6363 | 40.9928 | 61.9071 | 60.3791 | 52.7888 | 48.3640 | 62.4461 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295709 | 90907.003 | 0.0 | 62.3 | 26.58 | 0.1032 | 0.2 | 15.5764 | 9.0362 | 25.6946 | 19.3485 | 38.4192 | 39.2974 | 41.7456 | 62.5385 | 47.0753 | 60.5772 | 57.9038 | 53.0811 | 45.5628 | 67.8952 |
| 295710 | 90907.310 | 0.0 | 62.3 | 26.58 | 0.0000 | 0.2 | 12.7571 | 6.7393 | 22.0119 | 19.5038 | 41.3760 | 38.1863 | 41.1262 | 58.0412 | 47.6171 | 59.7462 | 64.3359 | 52.1567 | 44.3616 | 64.3090 |
| 295711 | 90907.620 | 0.0 | 62.3 | 26.58 | 0.0000 | 0.2 | 10.4892 | 5.0980 | 18.3914 | 18.9335 | 38.0783 | 38.3838 | 40.5595 | 58.4235 | 46.0272 | 61.0401 | 56.8068 | 51.8182 | 43.2606 | 63.8761 |
| 295712 | 90907.927 | 0.0 | 62.3 | 26.58 | 0.0000 | 0.2 | 8.4807 | 3.9415 | 15.2183 | 18.8782 | 38.9578 | 37.4791 | 40.7350 | 56.4158 | 46.0272 | 58.5052 | 57.5565 | 51.8182 | 43.9065 | 64.8363 |
| 295713 | 90908.236 | 0.0 | 62.3 | 26.58 | 0.0000 | 0.2 | 6.8391 | 3.1310 | 12.6164 | 18.4381 | 38.2635 | 37.4791 | 38.8829 | 53.3555 | 46.0272 | 61.0401 | 62.4980 | 53.0811 | 42.8272 | 64.3090 |
| 295714 | 90908.545 | 0.0 | 62.3 | 26.58 | 0.0000 | 0.2 | 5.5429 | 2.5713 | 10.3815 | 18.5796 | 36.4589 | 34.4549 | 38.3745 | 57.5888 | 45.7953 | 56.6351 | 56.4058 | 50.6129 | 43.0232 | 65.2822 |
| 295715 | 90908.853 | 0.0 | 62.3 | 26.58 | 0.0000 | 0.2 | 4.5527 | 2.1454 | 8.5494 | 18.0592 | 36.6290 | 34.0052 | 37.6964 | 51.9752 | 45.0239 | 58.9374 | 61.6173 | 50.9361 | 43.4604 | 63.8761 |
| 295716 | 90909.162 | 0.0 | 62.3 | 26.58 | 0.0000 | 0.2 | 3.7374 | 1.8492 | 7.1062 | 18.0087 | 36.0127 | 32.5056 | 37.1882 | 54.4724 | 45.0239 | 59.7462 | 57.1452 | 51.8182 | 42.5944 | 64.3090 |
| 295717 | 90909.469 | 0.0 | 62.3 | 26.58 | 0.0000 | 0.2 | 3.1197 | 1.6190 | 5.9138 | 17.6950 | 37.5930 | 30.5253 | 35.9328 | 51.9752 | 45.5201 | 57.7289 | 60.3791 | 50.3466 | 42.4022 | 62.0375 |
| 295718 | 90909.778 | 0.0 | 62.3 | 26.58 | 0.0000 | 0.2 | 2.6417 | 1.4409 | 4.9396 | 17.0448 | 35.1252 | 29.4024 | 35.2025 | 58.0412 | 43.1405 | 58.1498 | 56.0760 | 51.5393 | 41.9854 | 47.5339 |